The box smelled of lavender and forgotten secrets. Amelia, her breath hitched, pulled out the faded, spiral-bound notebook. Her grandmother’s handwriting, looping and familiar, greeted her. *See the Northern Lights.* *Learn to speak Spanish.* *Dance in the rain.* Amelia felt a sudden, sharp pang in her chest, a feeling that clawed its way up her throat.

The bedroom, once filled with her grandmother’s laughter, now felt heavy, the air thick with memories. Her vision swam. Amelia pressed a hand to her forehead, trying to steady herself. Her fingers trembled as she turned the page, the words blurring into an incomprehensible mess.

She sank to the floor, curling into a ball, the notebook a crumpled mess in her lap. The weight of it felt unbearable. She began to rock back and forth, a low moan escaping her lips, the list a cruel reminder of all that was lost.

Emotion: hysterical

Cluster: Fear / Anxiety
PC1 (Valence): -3.19 Negative
PC2 (Disposition): -0.45

Role in Research

This story is one of 1,000 stories generated for the emotion hysterical. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hysterical stories, after denoising with neutral dialogue baselines, produces the hysterical emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hysterical vector is projected through the unembedding matrix.

Promoted:
worse0.401
0.401
점점0.396
😫0.377
それでも0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359